# DVC vs Haystack

**Leader by vioscaleAI score:** Haystack

| Attribute | DVC | Haystack |
|---|---|---|
| **vioscaleAI score** | 44.3 (44% (low)) | 65.8 (68% (medium)) |
| activity.commits_last_30d | 0 | 100 |
| adoption.dependent_repos | 12 | 237 |
| adoption.github_stars | 15,924 | 26,738 |
| adoption.package_downloads_weekly | - | 121,930 |
| content.faq | `[{"answer":"A command-line tool that enables data science teams to version control datasets and models alongside code using Git-based workflows. It supports experiment tracking, local execution without servers, multi-step data pipelines, and integration with cloud storage providers. It is indexed under MLOps & LLMOps Tools.","source":"https://dvc.org","question":"What is DVC?","confidence":0.6},{"answer":"DVC is open source, so it can be self-hosted and used at no licence cost. It is released under the Apache-2.0 licence. Pricing changes often, so verify at source before relying on it.","source":"https://dvc.org","question":"Is DVC free to use?","confidence":0.6},{"answer":"DVC supports Windows, macOS, Linux and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://dvc.org","question":"What platforms does DVC support?","confidence":0.6},{"answer":"Yes. DVC can be deployed cloud / SaaS, on-premise and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://dvc.org","question":"Can DVC be self-hosted?","confidence":0.6},{"answer":"We have confirmed 6 integrations for DVC, including S3, Azure, Google Cloud Storage, Hydra, WebDAV and SSH. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://dvc.org","question":"What does DVC integrate with?","confidence":0.6},{"answer":"Yes. DVC is published under the Apache-2.0 licence, a permissive licence that generally allows commercial use and modification. Licence terms can change between releases, so verify against the repository for the version you intend to use.","source":"https://github.com/iterative/dvc","question":"Is DVC open source?","confidence":0.95}]` | `[{"answer":"A Python-based orchestration tool for creating and deploying intelligent applications powered by language models. Developers assemble reusable components (data retrieval, model integration, tool execution) into customizable workflows, from question-answering systems to multi-step autonomous agents, deployable on private infrastructure or in the cloud. It is indexed under MLOps & LLMOps Tools.","source":"https://haystack.deepset.ai","question":"What is Haystack?","confidence":0.6},{"answer":"Haystack is open source, so it can be self-hosted and used at no licence cost. It is released under the Apache-2.0 licence. Paid editions are also offered: Enterprise Starter and Enterprise Platform, priced on request. Pricing changes often, so verify at source before relying on it.","source":"https://haystack.deepset.ai","question":"Is Haystack free to use?","confidence":0.6},{"answer":"We have confirmed browser-based access to Haystack. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://haystack.deepset.ai","question":"What platforms does Haystack support?","confidence":0.6},{"answer":"Yes. Haystack can be deployed cloud / SaaS, hybrid, on-premise and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://haystack.deepset.ai","question":"Can Haystack be self-hosted?","confidence":0.6},{"answer":"We have confirmed 21 integrations for Haystack, including OpenAI, Anthropic, Mistral, Hugging Face, Weaviate, Pinecone, Elasticsearch and AstraDB, plus 13 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://haystack.deepset.ai","question":"What does Haystack integrate with?","confidence":0.6},{"answer":"Yes. Haystack is published under the Apache-2.0 licence, a permissive licence that generally allows commercial use and modification. Licence terms can change between releases, so verify against the repository for the version you intend to use.","source":"https://github.com/deepset-ai/haystack","question":"Is Haystack open source?","confidence":0.95}]` |
| deployment.options | `{"cloud":true,"on_prem":true}` | `{"cloud":true,"on_prem":true,"self_hosted":true}` |
| description.long | A command-line tool that applies Git-based version control and experiment management to data and ML models, enabling reproducible workflows within Git repositories with support for multiple cloud and on-premise storage backends. | A Python-based orchestration framework for building production-ready AI applications with modular pipelines, agent workflows, and retrieval-augmented generation (RAG). Provides explicit control over retrieval, reasoning, memory, tools, and generation components, supporting everything from simple semantic search to complex multi-step agent systems. |
| features.capabilities | `{"role":"framework","managed_cloud":true,"self_hostable":true,"multi_provider":true,"vpc_deployment":true,"framework_agnostic":true,"experiment_tracking":true}` | `{"role":"platform","evaluation":true,"managed_cloud":true,"model_serving":true,"pricing_model":"free_open_source","self_hostable":true,"multi_provider":true,"vpc_deployment":true,"otel_compatible":true,"no_train_on_data":"unknown","llm_observability":true,"prompt_management":true,"framework_agnostic":true,"architecture_paradigm":"graph_based_cycles","mit_or_apache_permissive_oss_license":true,"native_observability_and_trace_logging":true,"native_memory_and_state_persistence_layer":true,"tool_calling_and_function_schema_validation":true,"managed_cloud_runtime_infrastructure_offered":true,"dynamic_agent_generation_and_spawning_at_runtime":true}` |
| integrations.count | 9 | 9 |
| integrations.list | `[{"name":"S3"},{"name":"Azure"},{"name":"Google Cloud Storage"},{"name":"Hydra"},{"name":"WebDAV"},{"name":"SSH"},{"name":"Amazon S3"},{"name":"Microsoft Azure"},{"name":"Google Drive"},{"name":"Alibaba OSS"},{"name":"GitHub"},{"name":"GitLab"},{"name":"VS Code","native":true},{"name":"AWS S3"},{"name":"Alibaba Cloud Object Storage Service"},{"name":"Amazon SageMaker"}]` | `[{"name":"OpenAI"},{"name":"Anthropic"},{"name":"Mistral"},{"name":"Hugging Face"},{"name":"Weaviate"},{"name":"Pinecone"},{"name":"Elasticsearch"},{"name":"AstraDB"},{"name":"Apify"},{"name":"ReadMe"},{"name":"Azure OpenAI"},{"name":"Datadog"},{"name":"OpenTelemetry"},{"name":"SerperDev"},{"name":"SearchApi"},{"name":"Cohere"},{"name":"AWS Bedrock"},{"name":"FAISS"},{"name":"AWS SageMaker"},{"name":"OpenSearch"},{"name":"Google Colab"},{"name":"MCP servers"},{"name":"Amazon Bedrock","native":true,"category":"llm","direction":"outbound"},{"name":"Claude","native":true,"category":"llm","direction":"outbound"},{"name":"Amazon S3","native":true,"category":"data","direction":"inbound"},{"name":"Meta","native":true,"category":"llm","direction":"outbound"},{"name":"Stability AI","native":true,"category":"llm","direction":"outbound"},{"name":"AI21 Labs","native":true,"category":"llm","direction":"outbound"}]` |
| language.primary | Python | Python |
| license.spdx | Apache-2.0 | Apache-2.0 |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"mac":true,"linux":true,"windows":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"open_source","summary":"Free and open source","freeTier":true,"sourceUrl":"https://dvc.org","retrievedAt":"2026-08-14T11:05:19.812Z"}` | `{"type":"hybrid","plans":[{"free":true,"name":"Open Source","description":"Free, open-source AI framework with community support","contactSales":false},{"free":false,"name":"Enterprise","description":"Enterprise support with exclusive access to data workflows, testing tools, and scalable cloud or on-premise deployment","contactSales":true}],"summary":"Free open-source core with paid enterprise support available","freeTier":true,"sourceUrl":"https://haystack.deepset.ai","retrievedAt":"2026-10-13T22:38:13.832Z"}` |
| pricing.free_tier | yes | yes |
| pricing.model | open_source | freemium |
| pricing.price_level | free | low |
| pricing.transparent | yes | no |
| release.cadence_days | 25 | 2 |
| release.history | `[{"url":"https://github.com/treeverse/dvc/releases/tag/3.67.1","date":"2026-03-31T05:06:44Z","type":"stable","version":"3.67.1"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.67.0","date":"2026-03-14T17:13:20Z","type":"stable","version":"3.67.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.66.1","date":"2026-01-08T15:28:51Z","type":"stable","version":"3.66.1"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.66.0","date":"2026-01-06T13:49:31Z","type":"stable","version":"3.66.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.65.0","date":"2025-12-22T07:49:36Z","type":"stable","version":"3.65.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.64.2","date":"2025-12-06T05:10:17Z","type":"stable","version":"3.64.2"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.64.1","date":"2025-12-02T10:49:50Z","type":"stable","version":"3.64.1"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.64.0","date":"2025-11-13T08:31:59Z","type":"stable","version":"3.64.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.63.0","date":"2025-09-02T13:34:43Z","type":"stable","version":"3.63.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.62.0","date":"2025-08-12T07:55:49Z","type":"stable","version":"3.62.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.61.0","date":"2025-07-07T11:23:15Z","type":"stable","version":"3.61.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.60.1","date":"2025-06-12T08:54:00Z","type":"stable","version":"3.60.1"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.60.0","date":"2025-06-06T06:54:35Z","type":"stable","version":"3.60.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.59.2","date":"2025-05-06T10:58:00Z","type":"stable","version":"3.59.2"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.59.1","date":"2025-02-15T11:14:00Z","type":"stable","version":"3.59.1"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.59.0","date":"2025-01-13T07:03:26Z","type":"stable","version":"3.59.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.58.0","date":"2024-12-01T16:53:05Z","type":"stable","version":"3.58.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.57.0","date":"2024-11-26T05:34:06Z","type":"stable","version":"3.57.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.56.0","date":"2024-10-23T02:15:21Z","type":"stable","version":"3.56.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.55.2","date":"2024-09-02T15:01:06Z","type":"stable","version":"3.55.2"}]` | `[{"url":"https://github.com/deepset-ai/haystack/releases/tag/v3.3.0","date":"2026-10-01T10:39:53Z","type":"stable","version":"v3.3.0"},{"url":"https://github.com/deepset-ai/haystack/releases/tag/v3.3.0-rc1","date":"2026-09-30T13:33:59Z","type":"prerelease","version":"v3.3.0-rc1"},{"url":"https://github.com/deepset-ai/haystack/releases/tag/v3.2.0","date":"2026-09-24T10:49:36Z","type":"stable","version":"v3.2.0"},{"url":"https://github.com/deepset-ai/haystack/releases/tag/v3.2.0-rc1","date":"2026-09-23T12:24:18Z","type":"prerelease","version":"v3.2.0-rc1"},{"url":"https://github.com/deepset-ai/haystack/releases/tag/v3.1.1","date":"2026-09-03T09:27:52Z","type":"stable","version":"v3.1.1"},{"url":"https://github.com/deepset-ai/haystack/releases/tag/v3.1.1-rc1","date":"2026-09-03T07:27:21Z","type":"prerelease","version":"v3.1.1-rc1"},{"url":"https://github.com/deepset-ai/haystack/releases/tag/v3.1.0","date":"2026-08-24T15:19:09Z","type":"stable","version":"v3.1.0"},{"url":"https://github.com/deepset-ai/haystack/releases/tag/v3.1.0-rc3","date":"2026-08-21T15:31:26Z","type":"prerelease","version":"v3.1.0-rc3"},{"url":"https://github.com/deepset-ai/haystack/releases/tag/v3.1.0-rc2","date":"2026-08-21T14:30:15Z","type":"prerelease","version":"v3.1.0-rc2"},{"url":"https://github.com/deepset-ai/haystack/releases/tag/v3.1.0-rc1","date":"2026-08-18T09:09:17Z","type":"prerelease","version":"v3.1.0-rc1"},{"url":"https://github.com/deepset-ai/haystack/releases/tag/v3.0.0","date":"2026-07-20T12:07:08Z","type":"stable","version":"v3.0.0"},{"url":"https://github.com/deepset-ai/haystack/releases/tag/v3.0.0-rc1","date":"2026-07-20T09:04:49Z","type":"prerelease","version":"v3.0.0-rc1"},{"url":"https://github.com/deepset-ai/haystack/releases/tag/v2.31.0","date":"2026-07-08T11:34:43Z","type":"stable","version":"v2.31.0"},{"url":"https://github.com/deepset-ai/haystack/releases/tag/v2.31.0-rc2","date":"2026-07-07T08:18:58Z","type":"prerelease","version":"v2.31.0-rc2"},{"url":"https://github.com/deepset-ai/haystack/releases/tag/v2.31.0-rc1","date":"2026-07-07T06:24:07Z","type":"prerelease","version":"v2.31.0-rc1"},{"url":"https://github.com/deepset-ai/haystack/releases/tag/v2.30.2","date":"2026-06-18T08:36:45Z","type":"stable","version":"v2.30.2"},{"url":"https://github.com/deepset-ai/haystack/releases/tag/v2.30.2-rc1","date":"2026-06-17T14:32:06Z","type":"prerelease","version":"v2.30.2-rc1"},{"url":"https://github.com/deepset-ai/haystack/releases/tag/v2.30.1","date":"2026-06-09T13:26:29Z","type":"stable","version":"v2.30.1"},{"url":"https://github.com/deepset-ai/haystack/releases/tag/v2.30.1-rc1","date":"2026-06-09T12:45:47Z","type":"prerelease","version":"v2.30.1-rc1"},{"url":"https://github.com/deepset-ai/haystack/releases/tag/v2.30.0","date":"2026-06-03T10:21:07Z","type":"stable","version":"v2.30.0"}]` |
| security.scorecard | 4.9 | 9.4 |
| security.trust_center | https://dvc.org/blog/tags/security/ | - |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=conda&package_name=dvc-s3&per_page=100","last_12m":0,"max_severity":null}` | `{"count":1,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=farm-haystack&per_page=100","last_12m":0,"max_severity":"CRITICAL"}` |

## Capabilities (MLOps & LLMOps Tools)

| Capability | DVC | Haystack |
|---|:--:|:--:|
| **Core** |  |  |
| Tool role | Agent / RAG framework | End-to-end ML platform |
| **Deployment** |  |  |
| Self-hostable / OSS core | ✓ | ✓ |
| Managed cloud available | ✓ | ✓ |
| On-prem / VPC deployment | ✓ | ✓ |
| **Observability** |  |  |
| LLM tracing / observability | - | ✓ |
| Evaluation (offline / LLM-judge / human) | - | ✓ |
| **Dev** |  |  |
| Prompt management + versioning | - | ✓ |
| **Tracking** |  |  |
| Experiment tracking / model registry | ✓ | - |
| **Serving** |  |  |
| Model serving / inference endpoint | - | ✓ |
| **Interop** |  |  |
| OpenTelemetry / OpenLLMetry compatible | - | ✓ |
| Framework-agnostic | ✓ | ✓ |
| **Gateway** |  |  |
| Multi-provider model support | ✓ | ✓ |
| **Data** |  |  |
| No-train-on-customer-data guarantee | - | Unknown |

*Source: vioscaleAI. Generated 2026-10-16T18:30:58.426Z. "-" = undocumented, not absent.*